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Benchmarks
Personalized Federated Learning on MNIST pathological non-IID (50 clients, 960 samples)
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99.48
Top-1 Acc
SuPerFed-LM
80.3648
85.3274
90.29
95.2526
Sep 16, 2021
Top-1 Acc
Updated 4d ago
Evaluation Results
Method
Method
Links
Top-1 Acc
SuPerFed-LM
Mixing Method=Layer Mi...
2021.09
99.48
SuPerFed-MM
Mixing Method=Model Mi...
2021.09
99.45
APFL
2021.09
99.19
FedPer
2021.09
99.14
FedRep
2021.09
99.11
LG-FedAvg
2021.09
97.52
Ditto
2021.09
97.07
FedAvg
2021.09
95.69
SCAFFOLD
2021.09
95.5
FedProx
2021.09
95.13
pFedMe
2021.09
81.1
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